{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 11 ``matplotlib`` 基础"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "x = np.linspace(0, 10, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(x, y) # 绘制折线图\n",
    "plt.title(\"Sine Wave\") # 添加标题\n",
    "plt.xlabel(\"X-axis\") # 添加X轴标签\n",
    "plt.ylabel(\"Y-axis\") # 添加Y轴标签\n",
    "plt.grid(True) # 添加网格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "siny = y.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cosy = np.cos(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, siny)\n",
    "plt.plot(x, cosy)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, siny)\n",
    "plt.plot(x, cosy, color=\"red\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "关于color参数：[https://matplotlib.org/2.0.2/api/colors_api.html](https://matplotlib.org/2.0.2/api/colors_api.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, siny)\n",
    "plt.plot(x, cosy, color=\"red\", linestyle=\"--\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "关于linestyle参数：[https://matplotlib.org/devdocs/gallery/lines_bars_and_markers/line_styles_reference.html](https://matplotlib.org/devdocs/gallery/lines_bars_and_markers/line_styles_reference.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, siny)\n",
    "plt.plot(x, cosy, color=\"red\", linestyle=\"--\")\n",
    "plt.xlim(-5, 15)\n",
    "plt.ylim(0, 1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, siny)\n",
    "plt.plot(x, cosy, color=\"red\", linestyle=\"--\")\n",
    "plt.axis([-1, 11, -2, 2]) # 设置x轴和y轴的范围\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, siny)\n",
    "plt.plot(x, cosy, color=\"red\", linestyle=\"--\")\n",
    "plt.xlabel(\"x axis\")\n",
    "plt.ylabel(\"y value\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, siny, label=\"sin(x)\")\n",
    "plt.plot(x, cosy, color=\"red\", linestyle=\"--\", label=\"cos(x)\")\n",
    "plt.xlabel(\"x axis\")\n",
    "plt.ylabel(\"y value\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, siny, label=\"sin(x)\")\n",
    "plt.plot(x, cosy, color=\"red\", linestyle=\"--\", label=\"cos(x)\")\n",
    "plt.xlabel(\"x axis\")\n",
    "plt.ylabel(\"y value\")\n",
    "plt.legend()\n",
    "plt.title(\"Welcome to matplotlib world!\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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y8/MjfjZjxgz95S9/0T/+8Q9VVlbq9ttvV2VlZeiaTsbDPBKpY8AYTtmaIRb04DIfw2twJkyYoIMHD2rmzJmqrq5Wfn6+Vq9eHVoVVV1draqqqrDX+Hw+LV++XHPmzGnymocPH9Ydd9yhmpoaeTweDRw4UOvXr9eQIUOMfjumx8M8EqljIPGY+o3k5CJrMzK8D44Z2bkPTsWug5q0YFPU85ZMHuaYOXL6cwCJx2dN82hHYZx4nt/sRWUzzANHInUMJB7Z4uYF23GMHXCOCnt14bMlRQhwbIaHedPYGA9ILKZ+41NXH2B/qiRLSh8cJBfzwE1zan8OwAjBbHG0qV8nZYubQ1+y1KAGx2Y1OKdiHhiAkYKrqKSmt2YgO8r+VIkWz/ObAMfGAQ6iIwgETg/ZieYFFzg017qDBQ7xM81mm0guHtbx4YMZOH1M/TaP/alSiwDHJnhYx4ftLIDEcfImvi1hpVlqsYrKBugmGh+2swCQDKw0Sy0CHIvjYR0/trMAWo/lzrGjL1lqMUVlcczxxo+0MdA6TIXHJ9iX7M5FW+VS0yvNnNiXLFnI4FgcD+v4kTYG4sdUeOvQZDR1yOBYHA/r+NGgDIgPG2ueHlaapQYZHItjjjd+bGcBxIe6tdPH/lTJR4BjcTysW4e0MRA7psJhRUxR2QB7T7UOaWMgNkyFw4oIcGyCh3Xr0KAMiI66tcSj87zxCHBshIc1ACOw3DmxWG6fHNTgAI3QyAyIRN1aYrDcPnnI4ACnYGQFNI+p8NPDcvvkIsCxKOZvE48NOIHomApvPTrPJxcBjgWRZUg8RlYAjMZy++SiBsdimL81Bo3MABiN5fbJRYBjIewcbhxGVkDTKLpPHDrPJxdTVBbC/K1xGFkBkZgOTyyW2ycXGRwLIctgHEZWQDimw43BcvvkIYNjIWQZjMPICvgWRffGYrl9cpDBsRCyDMZiZAU0oOjeeOwubjwyOBZClsF4jKwApsNhDwQ4FsPO4cajkRmcjulw2AEBjgWRZQBgJHYPTw061CcWAY5FkWUAYBSmw5OPJfmJl5Qi43nz5ik3N1fp6ekqKCjQm2++2ey5b7zxhlwuV8TXRx99FHbe8uXLlZeXJ7fbrby8PK1YscLotwEAjkHRffKwJN8Yhmdwli1bppKSEs2bN08jRozQM888ozFjxujDDz9U9+7dm33dzp07lZGREfr+7LPPDv13RUWFJkyYoEceeUTXXXedVqxYofHjx2vDhg0aOnSooe8HzkPaGE7FdLjxWJJvHFcgEDC07/bQoUM1aNAgPfXUU6FjF1xwgcaNG6eysrKI89944w1deumlOnTokDp16tTkNSdMmCC/369XXnkldGz06NE666yztGTJkqj35Pf75fF45PP5woIoM+MhmxqkjQEYqWLXQU1asCnqeUsmD6MsQfE9vw2dojp+/Li2bNmioqKisONFRUXauHFji68dOHCgsrOzdfnll+v1118P+1lFRUXENa+88spmr1lbWyu/3x/2ZSVrtldr5Oy1mrRgk6YurdSkBZs0cvZa0pYGI20MwGgsyTeOoQHOgQMHVFdXp6ysrLDjWVlZqqmpafI12dnZmj9/vpYvX64//elP6tOnjy6//HKtX78+dE5NTU1c1ywrK5PH4wl95eTknOY7Sx4esqnBxqYAkoEl+cZJyioqlyt8KiUQCEQcC+rTp4/69OkT+r6wsFB79uzRf//3f+viiy9u1TWnT5+u0tLS0Pd+v98SQQ5zs6nDxqZwIqbCk48l+cYxNMDJzMxUWlpaRGZl//79ERmYlgwbNkyLFi0Kfe/1euO6ptvtltvtjuPOzYGHbOqQNobTUG+WGizJN46hU1Tt2rVTQUGBysvLw46Xl5dr+PDhMV/n3XffVXb2t//ACgsLI6756quvxnVNK+AhmzqkjeEkTIWnFkvyjWH4FFVpaamKi4s1ePBgFRYWav78+aqqqtKUKVMkNUwf7d27V3/84x8lSb/97W/Vs2dP9evXT8ePH9eiRYu0fPlyLV++PHTNqVOn6uKLL9bs2bM1duxYrVy5Uq+99po2bNhg9NtJKh6yqUPaGE7BVLg5sCQ/8QwPcCZMmKCDBw9q5syZqq6uVn5+vlavXq0ePXpIkqqrq1VVVRU6//jx47rvvvu0d+9etW/fXv369dPLL7+sq666KnTO8OHDtXTpUj3wwAN68MEH1atXLy1btsx2PXB4yKYOaWM4BVPh5kGH+sQyvA+OGVmpD04wdSw1/ZAlfWks6hJgdysr92rq0sqo582ZOEBjB5xj/A0BLYjn+c1eVCbH7uGpRdoYdsdUOOyKAMcCeMimFmlj2BlT4bArAhyL4CELwAjUm5kXfYlODwEOADgcU+HmQ/3f6aPI2ORFxgCQLGQMzCG4uKTxw5nFJRQZA4bjQQA7Yio89ehLlDgEOCbEw9PcSB0DMAp9iRKHAMdkeHiaW3Op42BLeyenjgGcPrboSRxD96JCfNgPxtyipY6lhtRxXb3jytoAJAh9iRKHAMckeHiaXzypYwBojWBfouaKElxqyOrTlyg6AhyT4OFpfqSOYSd19QFV7DqolZV7VbHrIIMnkwj2JZIUEeTQlyg+1OCYBA9P8yN1DLug1s/c6EuUGAQ4JsHD0/xoaQ87oFDeGtii5/QxRWUSzLuaH6ljWB21ftYS7Es0dsA5KuzVhc+WOBHgmAQPT2sIpo69nvBMmteTzsgXpketH5yEKSoTYd7VGkgdw6qo9YOTEOCYDA9Pa6ClPayIWj84CQGOCfHwBGAECuWtj618YkeAAwAOEaz1u3PRVrmksCCHWj/zY3l/fCgyBgAHoVDemtjKJ35kcADAYaj1s5Zoy/tdaljePyrPy//DUxDgAAnAvDishlo/64hneT//T79FgGMCPBytjXlxAEZieX/rEOCkGA9Ha6PtPQCjsby/dSgyTiGKxqyNtvcAkoGtfFqHACdFeDhaH23vASQDW/m0DgFOivBwtD7mxWEldfUBVew6qJWVe1Wx6yCDJ4theX/8qMFJER6O1se8OKyCWj97YHl/fAhwUoSHo/XR9h5WQCG8vbC8P3ZMUaUIRWPWx7w4zI5aPzgZAU6K8HC0B+bFYWbU+sHJkhLgzJs3T7m5uUpPT1dBQYHefPPNZs/905/+pFGjRunss89WRkaGCgsL9Ze//CXsnIULF8rlckV8HTtmrXoVHo72MDo/WxumXaYlk4dpzsQBWjJ5mDZMu4z/f0g5av3gZIbX4CxbtkwlJSWaN2+eRowYoWeeeUZjxozRhx9+qO7du0ecv379eo0aNUqzZs1Sp06d9Pvf/17XXnut3nrrLQ0cODB0XkZGhnbu3Bn22vR069WrUDRmD8yLw4yo9YOTuQKBgKGTr0OHDtWgQYP01FNPhY5dcMEFGjdunMrKymK6Rr9+/TRhwgT94he/kNSQwSkpKdHhw4dbdU9+v18ej0c+n08ZGRmtugYAmF1dfUAjZ6+NWgi/YdplDKpgCfE8vw2dojp+/Li2bNmioqKisONFRUXauHFjTNeor6/XkSNH1LlzeLHt0aNH1aNHD5177rm65ppr9O677zZ7jdraWvn9/rAvALA7av3sj/5GzTN0iurAgQOqq6tTVlZW2PGsrCzV1NTEdI3HH39cX331lcaPHx861rdvXy1cuFD9+/eX3+/XnDlzNGLECG3btk29e/eOuEZZWZlmzJhxem8GACwoWOvXuA+Olz44lkd/o5YZOkW1b98+nXPOOdq4caMKCwtDxx999FE9//zz+uijj1p8/ZIlS/Tv//7vWrlypa644opmz6uvr9egQYN08cUX64knnoj4eW1trWpra0Pf+/1+5eTkMEUFwDHq6gPU+tlIc/2Ngv9H7bpQJZ4pKkMzOJmZmUpLS4vI1uzfvz8iq9PYsmXLdPvtt+t///d/WwxuJKlNmza66KKL9PHHHzf5c7fbLbfbHd/NA6eJBwrMhEJ4+4jW38ilhv5Go/K8jv7MMTTAadeunQoKClReXq7rrrsudLy8vFxjx45t9nVLlizRj370Iy1ZskRXX3111D8nEAiosrJS/fv3T8h9A6eL1DEAo8TT38jJQa3hy8RLS0tVXFyswYMHq7CwUPPnz1dVVZWmTJkiSZo+fbr27t2rP/7xj5IagptbbrlFc+bM0bBhw0LZn/bt28vj8UiSZsyYoWHDhql3797y+/164oknVFlZqSeffNLot3PaGNXbH63xARiJ/kaxMTzAmTBhgg4ePKiZM2equrpa+fn5Wr16tXr06CFJqq6uVlVVVej8Z555RidPntRdd92lu+66K3T81ltv1cKFCyVJhw8f1h133KGamhp5PB4NHDhQ69ev15AhQ4x+O6eFUb39kToGYDT6G8XG8D44ZpSKPjhOLQhzmopdBzVpwaao5y2ZPMzRqWMArefk/kam6YODBmx45xykjmEG9EaxN/obxcbwKSpQEOYkpI6RakyFOwP9jaIjwEkCRvXOMSS3s7I96VFTx0NyOzfxU+D0UODuLOxl2DKmqJKAUb1zkDpGqjAV7kzB/kZjB5yjwl5d+Gw5BQFOEgRH9c39tXOpIYXMqN4egqljryc8YPV60hlBwzDxTIUDTsAUVRIER/V3LtoqlxQ2wmJUb0+kjpFsTIUD4QhwkoSCMOehNT6SialwIBwBThIxqgdgFArcgXAEOEnGqB6AEZgKRxBbAjUgwAEAm2AqHPRB+hZbNSRpqwYASBZG8M7khC2B4nl+k8EBAJthKtx52Og3En1wgCRijyAARqAPUiQyOECSMDcOwCj0QYpEBsdAjNYRFJwbbzzCCu4RtGZ7dYruDIAd0AcpEhkcgzBaRxBz4wCMRh+kSGRwDMBoHadibhyA0djoNxIBToKxoy8aY24cRmM6HBIb/TbGFFWCxTNaZxmnMzA3DiMxHY5TsSXQtwhwEozROhpjbhxGaa6xW3A63ImjdtAHKYgpqgRjtI7GmBuHEZgOB1pGgJNgwdF6c48qlxrSx4zWnYW5cSQaxetAy5iiSjB29EVzmBtHIjEdDrSMAMcA7OiL5jA3jkRhOhxoGQGOQRitAzASxetAywhwDMRoHYBRmA5HrOrqA44cbBPgAIBFMR2OaJzcJ8kVCAQct4bQ7/fL4/HI5/MpIyMj1bcDAKfFqSN0tKy5PknBvxlWXMEZz/ObDA4AWBzT4WiMTX7pgwOkFHsIATACfZLI4AAp4+S5cQDGok9SkjI48+bNU25urtLT01VQUKA333yzxfPXrVungoICpaen67zzztPTTz8dcc7y5cuVl5cnt9utvLw8rVixwqjbjxmjccQqODfeeIQV3ENozfbqFN0ZADugT1ISApxly5appKREP//5z/Xuu+/qe9/7nsaMGaOqqqomz9+9e7euuuoqfe9739O7776rn/3sZ7rnnnu0fPny0DkVFRWaMGGCiouLtW3bNhUXF2v8+PF66623jH47zVqzvVojZ6/VpAWbNHVppSYt2KSRs9fyoEIE9hACYDS2DUrCKqqhQ4dq0KBBeuqpp0LHLrjgAo0bN05lZWUR50+bNk0vvfSSduzYETo2ZcoUbdu2TRUVFZKkCRMmyO/365VXXgmdM3r0aJ111llasmRJ1HtK9CoqO1aqwzgVuw5q0oJNUc9bMnkYhaMAWi34bJKa7pNkxWdTPM9vQzM4x48f15YtW1RUVBR2vKioSBs3bmzyNRUVFRHnX3nllXrnnXd04sSJFs9p7ppGYjSOeDE3jtPBVDhi5fRNfg0tMj5w4IDq6uqUlZUVdjwrK0s1NTVNvqampqbJ80+ePKkDBw4oOzu72XOau2Ztba1qa2tD3/v9/ta8nSbFU6nOaBwSc+NoPQrTES8nbxuUlCJjlyv8FxkIBCKORTu/8fF4rllWViaPxxP6ysnJiev+W8JoHPFibhytQWE6WivYJ2nsgHNU2KuLI4IbyeAAJzMzU2lpaRGZlf3790dkYIK8Xm+T559xxhnq0qVLi+c0d83p06fL5/OFvvbs2dPatxSB0TjiFdxDSFJEkMMeQmgKU+FA/AwNcNq1a6eCggKVl5eHHS8vL9fw4cObfE1hYWHE+a+++qoGDx6stm3btnhOc9d0u93KyMgI+0oURuNoDafPjSM+NG0D4md4o7/S0lIVFxdr8ODBKiws1Pz581VVVaUpU6ZIasiu7N27V3/84x8lNayYmjt3rkpLSzV58mRVVFTo2WefDVsdNXXqVF188cWaPXu2xo4dq5UrV+q1117Thg0bjH47EdjRF63l5LlxxIepcCB+hgc4EyZM0MGDBzVz5kxVV1crPz9fq1evVo8ePSRJ1dXVYT1xcnNztXr1at1777168skn1a1bNz3xxBO64YYbQucMHz5cS5cu1QMPPKAHH3xQvXr10rJlyzR06FCj306T2NEXrcUeQogFU+FA/NhNPIHTVezoC8AIdfUBjZy9VjW+Y03W4bjUMKDaMO0yPnNga+wmniKMxgEYgalwJJoTBuQEOABgAUyFI1Gc0k+JKaoETlEBgNGcMPKGcay+tRBTVABgU0yFo7Wi9VNyqaGf0qg8ry2C5qR0MgYQO/YaAmAEp/VTIoMDmIhT5sYBJJ/T+imRwQFMgr2GABjJaf2UCHAAE2CvIQBGc9rWQgQ4gAk4bW4cQPI5baNfAhzABJw2N47YUXSORHLSRr8UGQMm4LS5ccSGonMYwSkb/RLgACYQnBuPtteQXebGEV1zDdmCRed2G20juZzQT4kpKsAEnDY3jpZRdA6cPgIcwCScNDeOllF0Dpw+pqgAE3HK3DhaRtE5cPoIcACTccLcOFpG0Tlw+piiAgCTcVpDNsAIBDgAYDIUnSMV7NZziSkqADChYNF54z44XvrgwAB27LnkCgQC1g7RWsHv98vj8cjn8ykjIyPVtwMAzaqrD1B0DkM113Mp+LfMTKs443l+k8EBABOj6BxGitZzyaWGnkuj8ryWC6ypwQFMzm7z4gDMw849l8jgACZmx3lxAOZh555LZHAAkwrOizceXQX3IlqzvTpFdwbALuzcc4kABzAh9iICkAx27rlEgAOYkJ3nxQGYh517LhHgACZk53lxNI+CcqSCXTf6pcgYMCE7z4ujaRSUI5XsuNEvAQ5gQsF58RrfsSbrcFxqGF1ZcV4ckZprtBYsKLfyKBrWYbeeS0xRASZk53lxhKOgHDAGAQ5gUnadF0c4CsoBYxga4Bw6dEjFxcXyeDzyeDwqLi7W4cOHmz3/xIkTmjZtmvr3768zzzxT3bp10y233KJ9+/aFnXfJJZfI5XKFfU2cONHItwKkxOj8bG2YdpmWTB6mORMHaMnkYdow7TKCGxuhoBwwhqE1ODfddJM+//xzrVmzRpJ0xx13qLi4WKtWrWry/K+//lpbt27Vgw8+qAsvvFCHDh1SSUmJfvCDH+idd94JO3fy5MmaOXNm6Pv27dsb90aAFLLbvDjCUVAOGMOwAGfHjh1as2aNNm3apKFDh0qSFixYoMLCQu3cuVN9+vSJeI3H41F5eXnYsd/97ncaMmSIqqqq1L1799DxDh06yOv1GnX7AJAUFJQDxjBsiqqiokIejycU3EjSsGHD5PF4tHHjxpiv4/P55HK51KlTp7DjixcvVmZmpvr166f77rtPR44cSdStA0DSUFAOs7J6XybDMjg1NTXq2rVrxPGuXbuqpqYmpmscO3ZM999/v2666SZlZGSEjt98883Kzc2V1+vV9u3bNX36dG3bti0i+xNUW1ur2tra0Pd+vz/OdwMAxgkWlDfug+OlDw5SxA59meIOcB5++GHNmDGjxXM2b94sSXK5IkccgUCgyeONnThxQhMnTlR9fb3mzZsX9rPJkyeH/js/P1+9e/fW4MGDtXXrVg0aNCjiWmVlZVHvGQBSyY6N1mBNdunLFHeAc/fdd0ddsdSzZ0+99957+uKLLyJ+9s9//lNZWVktvv7EiRMaP368du/erbVr14Zlb5oyaNAgtW3bVh9//HGTAc706dNVWloa+t7v9ysnJ6fFawJmVlcf4EFoQxSUI9Wi9WVyqaEv06g8r+k/c+IOcDIzM5WZmRn1vMLCQvl8Pr399tsaMmSIJOmtt96Sz+fT8OHDm31dMLj5+OOP9frrr6tLl+j/2D/44AOdOHFC2dlNR5Rut1tutzvqdQArsEPqGIA5xdOXyezBuGFFxhdccIFGjx6tyZMna9OmTdq0aZMmT56sa665JmwFVd++fbVixQpJ0smTJ/Wv//qveuedd7R48WLV1dWppqZGNTU1On78uCRp165dmjlzpt555x19+umnWr16tW688UYNHDhQI0aMMOrtAKYQTB03/gAKpo7XbK9O0Z0BsAM79WUytNHf4sWL1b9/fxUVFamoqEjf/e539fzzz4eds3PnTvl8PknS559/rpdeekmff/65BgwYoOzs7NBXcOVVu3bt9Ne//lVXXnml+vTpo3vuuUdFRUV67bXXlJaWZuTbAVKKlv4AjGanvkyGNvrr3LmzFi1a1OI5gcC3H8Y9e/YM+74pOTk5WrduXULuD7ASO6WOAZiTnfoysRcVYBF2Sh2jgdX7jMB+7NSXydAMDoDEsVPqGBSLw7zs0peJAAewCDuljp3OLn1GYF926MvEFBVgEXZKHTsZxeKwimBfprEDzlFhry6W+2whwAEsJJg69nrCp6G8nnRG/RYRT7E4gNZjigqwGDukjp2MYnEgOQhwAAuipb91USwOJAdTVACQRMFi8ebybS41rKaiWBw4PQQ4AJBEFIvDyqzUu4kpKgBIMrv0GYGzWK13kysQbW8EG/L7/fJ4PPL5fMrIyEj17QBwqLr6AMXisITmejcF/7YmaxVnPM9vMjiADfCgtCaKxWEF0Xo3udTQu2lUntdUnzsEOIDFWS1tDMBarLrRL0XGgIUF08aNP3yCLf/XbK9O0Z0BsAur9m4iwAEsipb/AJLBqr2bCHAAi6LlP4BksGrvJgIcwKKsmjZ2Kiv1DwFOZdXeTRQZAxZl1bSxE1EIDquzYu8mAhzAooJp4xrfsSbrcFxq+PAxW9rYaZrrHxIsBGcXeFiF1Tb6ZYoKsCirpo2dhEJw2E2wd9PYAeeosFcXU3++EOAAFhZMG3s94dNQXk86mQEToBAcSB2mqACLs1ra2EkoBAdShwAHsAFa/psTheBA6hDgAIBBKASH3Zl5HzwCHAAwSLAQ/M5FW+WSwoIcCsFhdWZvf0CRMQAYiEJw2JEV9sEjgwPYlJlTx05DITjsJFr7A5ca2h+MyvOm9O84AQ5gQ2ZPHTsRheCwi3jaH6Ty7zxTVIDNWCF1DMC6rNL+gAAHsBE65wIwmlXaHxDgADZC51wARgu2P2iuusalhinxVLc/MDTAOXTokIqLi+XxeOTxeFRcXKzDhw+3+JrbbrtNLpcr7GvYsGFh59TW1uonP/mJMjMzdeaZZ+oHP/iBPv/8cwPfCWANVkkdO0FdfUAVuw5qZeVeVew6SNYMtmGVffAMLTK+6aab9Pnnn2vNmjWSpDvuuEPFxcVatWpVi68bPXq0fv/734e+b9euXdjPS0pKtGrVKi1dulRdunTRT3/6U11zzTXasmWL0tLSEv9GAIuwSurY7ijyht0F2x80/nvuNdHfc1cgEDBkWLFjxw7l5eVp06ZNGjp0qCRp06ZNKiws1EcffaQ+ffo0+brbbrtNhw8f1osvvtjkz30+n84++2w9//zzmjBhgiRp3759ysnJ0erVq3XllVdGvTe/3y+PxyOfz6eMjIzWvUHAhOrqAxo5e23Uzrkbpl2W8tGVXQWLvBv//oO/bXrfwE6S3Y4inue3YVNUFRUV8ng8oeBGkoYNGyaPx6ONGze2+No33nhDXbt21fnnn6/Jkydr//79oZ9t2bJFJ06cUFFRUehYt27dlJ+fH/W6gN1ZJXVsVxR5w2mC7Q/GDjhHhb26mOqzxbAAp6amRl27do043rVrV9XU1DT7ujFjxmjx4sVau3atHn/8cW3evFmXXXaZamtrQ9dt166dzjrrrLDXZWVlNXvd2tpa+f3+sC/AruicmzoUeQPmEXcNzsMPP6wZM2a0eM7mzZslSS5XZCQXCASaPB4UnHaSpPz8fA0ePFg9evTQyy+/rOuvv77Z17V03bKysqj3DNgJnXNTgyJvwDziDnDuvvtuTZw4scVzevbsqffee09ffPFFxM/++c9/KisrK+Y/Lzs7Wz169NDHH38sSfJ6vTp+/LgOHToUlsXZv3+/hg8f3uQ1pk+frtLS0tD3fr9fOTk5Md8DYEV0zk0+irwB84g7wMnMzFRmZmbU8woLC+Xz+fT2229ryJAhkqS33npLPp+v2UCkKQcPHtSePXuUnd2QVi8oKFDbtm1VXl6u8ePHS5Kqq6u1fft2PfbYY01ew+12y+12x/xnAkBrBPuDRCvyTnV/EMBIZtkHz7BVVFJDPc2+ffv0zDPPSGpYJt6jR4+wZeJ9+/ZVWVmZrrvuOh09elQPP/ywbrjhBmVnZ+vTTz/Vz372M1VVVWnHjh3q2LGjJOnOO+/Un//8Zy1cuFCdO3fWfffdp4MHD8a8TJxVVACMElxFJSksyGEVFZzA6BYJplhFJUmLFy9W//79VVRUpKKiIn33u9/V888/H3bOzp075fP5JElpaWl6//33NXbsWJ1//vm69dZbdf7556uioiIU3EjSb37zG40bN07jx4/XiBEj1KFDB61atYoeOABSjiJvOJXZ9sEzNINjVmRw4ERmSRs7Bb9vOEmwB1dzqwgT1YMrnue3oZ2MAZgDnXWTjyJvOEk8LRKS9e+CzTYBmzNb2hiA/ZixRQIBDmBjdNYFkAxmbJFAgAPYGJ11k4Odw+F0wRYJzVXXuNQwLZ7MFgnU4AA2Zsa0sd1Q3wR8uw/enYu2yqWmWyQkex88MjiAjZkxbWwn1DcB3zJbiwQyOICN0VnXONHqm1xqqG8aledleTgcw0z74JHBAWwsmDaWFDE3nqq0sV1Q3wQ0LdgiYeyAc1TYq0vKPl8IcACbM1va2C6obwLMjSkqwAHMlDa2C+qbAHMjwAEcgs66iUV9E2BuTFEBQCtQ3wSYGwEO4GA0qDs91DcB5sUUFeBQNKhLDOqbAHNyBQIBxw3Z4tluHbCjYIO6xv/4g49ksg8AzCie5zdTVIDDsAEnACcgwAEchgZ1p4e6JcAaqMEBHIYGda1H3RJgHWRwAIehQV3rsLEmYC0EOIDDBBvUNbfGx6WGrAQN6r5F3RJgPQQ4gMPQoC5+1C0B1kOAAzgQDeriQ90SYD0UGQMORYO62FG3BFgPAQ7gYGzAGRs21gSshykqAIiCuiXAeghwAIShkV3TqFsCrIUpKgAhNLJrGXVLgHWw2SabbQKS2IATgPmx2SaAuNDIrnlM2QHWxBQVgLga2Tlp1RVTdoB1kcEBQCO7JrD3FGBthgY4hw4dUnFxsTwejzwej4qLi3X48OEWX+NyuZr8+tWvfhU655JLLon4+cSJE418K4Ct0cguHFN2gPUZGuDcdNNNqqys1Jo1a7RmzRpVVlaquLi4xddUV1eHfT333HNyuVy64YYbws6bPHly2HnPPPOMkW8FsDU24AzH3lOA9RlWg7Njxw6tWbNGmzZt0tChQyVJCxYsUGFhoXbu3Kk+ffo0+Tqv1xv2/cqVK3XppZfqvPPOCzveoUOHiHMBtE6wkd2di7bKJYVlLpzYyI4pO8D6DMvgVFRUyOPxhIIbSRo2bJg8Ho82btwY0zW++OILvfzyy7r99tsjfrZ48WJlZmaqX79+uu+++3TkyJGE3TvgRDSy+xZTdoD1GZbBqampUdeuXSOOd+3aVTU1NTFd4w9/+IM6duyo66+/Puz4zTffrNzcXHm9Xm3fvl3Tp0/Xtm3bVF5e3uR1amtrVVtbG/re7/fH8U4A56CRXQP2ngKsL+4A5+GHH9aMGTNaPGfz5s2SGgqGGwsEAk0eb8pzzz2nm2++Wenp4aOkyZMnh/47Pz9fvXv31uDBg7V161YNGjQo4jplZWVR7xlAg8YbcAb7wDgp4GHKDrC+uAOcu+++O+qKpZ49e+q9997TF198EfGzf/7zn8rKyor657z55pvauXOnli1bFvXcQYMGqW3btvr444+bDHCmT5+u0tLS0Pd+v185OTlRrws4nZP7wASn7Bq/f69D3j9gdXEHOJmZmcrMzIx6XmFhoXw+n95++20NGTJEkvTWW2/J5/Np+PDhUV//7LPPqqCgQBdeeGHUcz/44AOdOHFC2dlNf+C43W653e6o1wHwrea2bgj2gXFCXQ5TdoB1GboX1ZgxY7Rv377QEu477rhDPXr00KpVq0Ln9O3bV2VlZbruuutCx/x+v7Kzs/X4449rypQpYdfctWuXFi9erKuuukqZmZn68MMP9dOf/lTt27fX5s2blZaWFvW+2IsKaFldfUAjZ69tdql0sAZlw7TLbPWwr6sPEMwAJhbP89vQrRoWL16se+65R0VFRZKkH/zgB5o7d27YOTt37pTP5ws7tnTpUgUCAU2aNCnimu3atdNf//pXzZkzR0ePHlVOTo6uvvpqPfTQQzEFNwCic+LWDU6ejgPsiN3EyeAAEVZW7tXUpZVRz5szcYDGDjjH+BsyGDupA9bAbuIATouT+sCwLQNgTwQ4ACI4aesGtmUA7IkAB0CEYB8YSRFBjt36wLAtA2BPBDgAmuSUrRucNB0HOImhq6gAWFtzfWAk2aa7MdsyAPZEgAOgRY23brDbcmq2ZQDsiSkqADELLqduXJQb7G68Znt1iu7s9DhlOg5wEjI4AGISbTm1Sw3LqUfleS2T7WjcuXjdf16qLZ8dssXUG+B0BDgAYmK37sYtTbXZoXkh4HRMUQGIiZ2WU9t1qg3AtwhwAMTELsup6VwMOAMBDoCY2KW7MZ2LAWcgwAEQk5a6G0sNgcFV+Q09c8yc/bDTVBuA5hHgAIhZc8upgwuNnv3bp5q0YJNGzl5r2joWu0y1AWgZAQ6AuIzOz9aGaZdpyeRh+tGInpKkxgkbMxfr2mWqDUDLCHAAxC2tjUtDcjvrle01Tf7cjMW6dfUBVew6qD+/t08TL+ouyf4biQJORh8cAK1ipb44TfW86dShrSTp8NcnQse8Ft5yAkA4AhwArWKVYt1gz5vGeSTf1ycUkHTvFb3VM/NMOhcDNkOAA6BVrFCsG8v2Eks379GGaZcR2AA2Qw0OgFaJVqwrSZ3PbKsa/zFV7DqYklocet4AzkWAA6BVovXFkaQvvzqhe5dVpmzpuFWm0QAkHgEOgFZrri9OU5K9dLyuPqADR2pjOpeeN4D9UIMD4LSMzs/WqLyGDsY1vm/0yMs79OVXxyPOC9a8zFj1oUbleQ2teWlq1VRTXGpYOUXPG8B+yOAAOG1pbVwq7NVFXk/7JoOboGTUvDS3U3hj9LwB7I0MDoCESXXNS0urphqj5w1gbwQ4ABIm1lqWA0dqVVcfSHjmJNqqqaAHr75At43IJXMD2BhTVAASJpal45L0yMs7ErqqKrgNwysxXi+zo5vgBrA5AhwACRPL0vGgRK2qWrO9WiNnr9WkBZv0x4rPYnoNq6YA+yPAAZBQsS4dD/z/Xz9b8b5WvLu3Vc0AYy0oDmKncMA5XIFAwBxb/SaR3++Xx+ORz+dTRkZGqm8HsKW6+oAW/m23Hnl5R8yvyY6x8LeuPqBNuw7qrhe26vA3J1o8NyiYUXrqh4MoLAYsKp7nN0XGAAyR1salzI7uuF5T7TumKYu26vYRPXVFnjeUaXl795faf+SYunZM16GvjuuRl6P3uGmMVVOAsxga4Dz66KN6+eWXVVlZqXbt2unw4cNRXxMIBDRjxgzNnz9fhw4d0tChQ/Xkk0+qX79+oXNqa2t13333acmSJfrmm290+eWXa968eTr33HMNfDcA4tXaWpdn//apnv3bp+rUoa0k6fDXsWVpmnJLYQ+Nyc9mp3DAYQytwTl+/LhuvPFG3XnnnTG/5rHHHtOvf/1rzZ07V5s3b5bX69WoUaN05MiR0DklJSVasWKFli5dqg0bNujo0aO65pprVFdXZ8TbANBKsa6qas7hr0+cVnAjSWPys1XYqwvBDeAwSanBWbhwoUpKSqJmcAKBgLp166aSkhJNmzZNUkO2JisrS7Nnz9Z//Md/yOfz6eyzz9bzzz+vCRMmSJL27dunnJwcrV69WldeeWXU+6EGB0ieYCGwpJga8CVKcBuGDdMuI7gBbCKe57epVlHt3r1bNTU1KioqCh1zu936/ve/r40bN0qStmzZohMnToSd061bN+Xn54fOAWAe8WzImShswwDAVEXGNTU1kqSsrKyw41lZWfrss89C57Rr105nnXVWxDnB1zdWW1ur2tpvdxX2+/2JvG0AUTS1Ieehr44bltGhoBhA3Bmchx9+WC6Xq8Wvd95557RuyuUKH3EFAoGIY421dE5ZWZk8Hk/oKycn57TuD0D8ghtyXjfoXM26Ll9S9GaA8erUvq0W//tQbZh2GcEN4HBxZ3DuvvtuTZw4scVzevbs2aqb8Xq9khqyNNnZ33447d+/P5TV8Xq9On78uA4dOhSWxdm/f7+GDx/e5HWnT5+u0tLS0Pd+v58gB0ih4LTVjFXxL/duSjBQ+uUN/TXiO5mnfT0A1hd3gJOZmanMTGM+QHJzc+X1elVeXq6BAwdKaliJtW7dOs2ePVuSVFBQoLZt26q8vFzjx4+XJFVXV2v79u167LHHmryu2+2W2x1fPw4Axjp12qr8wxo997dP5VLrCpGZkgLQmKE1OFVVVfryyy9VVVWluro6VVZWSpK+853v6F/+5V8kSX379lVZWZmuu+46uVwulZSUaNasWerdu7d69+6tWbNmqUOHDrrpppskSR6PR7fffrt++tOfqkuXLurcubPuu+8+9e/fX1dccYWRbwdAggWnrQp7ddGQ3M4RGZ2m+uBke9L14NUX6Kwz3aHmf/S4AdCYoQHOL37xC/3hD38IfR/Myrz++uu65JJLJEk7d+6Uz+cLnfNf//Vf+uabb/TjH/841Ojv1VdfVceOHUPn/OY3v9EZZ5yh8ePHhxr9LVy4UGlpaUa+HQAGOjWjc2rgIiniGMEMgGjYi4o+OAAAWIJl++AAAAAkAgEOAACwHQIcAABgOwQ4AADAdghwAACA7RDgAAAA2yHAAQAAtkOAAwAAbIcABwAA2I6hWzWYVbB5s9/vT/GdAACAWAWf27FswuDIAOfIkSOSpJycnBTfCQAAiNeRI0fk8XhaPMeRe1HV19dr37596tixo1yuxG7a5/f7lZOToz179rDPlYH4PScHv+fk4PecPPyuk8Oo33MgENCRI0fUrVs3tWnTcpWNIzM4bdq00bnnnmvon5GRkcE/niTg95wc/J6Tg99z8vC7Tg4jfs/RMjdBFBkDAADbIcABAAC2Q4CTYG63Ww899JDcbneqb8XW+D0nB7/n5OD3nDz8rpPDDL9nRxYZAwAAeyODAwAAbIcABwAA2A4BDgAAsB0CHAAAYDsEOAk0b9485ebmKj09XQUFBXrzzTdTfUu2U1ZWposuukgdO3ZU165dNW7cOO3cuTPVt2V7ZWVlcrlcKikpSfWt2M7evXv1wx/+UF26dFGHDh00YMAAbdmyJdW3ZSsnT57UAw88oNzcXLVv317nnXeeZs6cqfr6+lTfmqWtX79e1157rbp16yaXy6UXX3wx7OeBQEAPP/ywunXrpvbt2+uSSy7RBx98kLT7I8BJkGXLlqmkpEQ///nP9e677+p73/uexowZo6qqqlTfmq2sW7dOd911lzZt2qTy8nKdPHlSRUVF+uqrr1J9a7a1efNmzZ8/X9/97ndTfSu2c+jQIY0YMUJt27bVK6+8og8//FCPP/64OnXqlOpbs5XZs2fr6aef1ty5c7Vjxw499thj+tWvfqXf/e53qb41S/vqq6904YUXau7cuU3+/LHHHtOvf/1rzZ07V5s3b5bX69WoUaNC+0EaLoCEGDJkSGDKlClhx/r27Ru4//77U3RHzrB///6ApMC6detSfSu2dOTIkUDv3r0D5eXlge9///uBqVOnpvqWbGXatGmBkSNHpvo2bO/qq68O/OhHPwo7dv311wd++MMfpuiO7EdSYMWKFaHv6+vrA16vN/DLX/4ydOzYsWMBj8cTePrpp5NyT2RwEuD48ePasmWLioqKwo4XFRVp48aNKborZ/D5fJKkzp07p/hO7Omuu+7S1VdfrSuuuCLVt2JLL730kgYPHqwbb7xRXbt21cCBA7VgwYJU35btjBw5Un/961/197//XZK0bds2bdiwQVdddVWK78y+du/erZqamrDnotvt1ve///2kPRcdudlmoh04cEB1dXXKysoKO56VlaWampoU3ZX9BQIBlZaWauTIkcrPz0/17djO0qVLtXXrVm3evDnVt2Jb//jHP/TUU0+ptLRUP/vZz/T222/rnnvukdvt1i233JLq27ONadOmyefzqW/fvkpLS1NdXZ0effRRTZo0KdW3ZlvBZ19Tz8XPPvssKfdAgJNALpcr7PtAIBBxDIlz991367333tOGDRtSfSu2s2fPHk2dOlWvvvqq0tPTU307tlVfX6/Bgwdr1qxZkqSBAwfqgw8+0FNPPUWAk0DLli3TokWL9MILL6hfv36qrKxUSUmJunXrpltvvTXVt2drqXwuEuAkQGZmptLS0iKyNfv374+IXpEYP/nJT/TSSy9p/fr1Ovfcc1N9O7azZcsW7d+/XwUFBaFjdXV1Wr9+vebOnava2lqlpaWl8A7tITs7W3l5eWHHLrjgAi1fvjxFd2RP//mf/6n7779fEydOlCT1799fn332mcrKyghwDOL1eiU1ZHKys7NDx5P5XKQGJwHatWungoIClZeXhx0vLy/X8OHDU3RX9hQIBHT33XfrT3/6k9auXavc3NxU35ItXX755Xr//fdVWVkZ+ho8eLBuvvlmVVZWEtwkyIgRIyLaHPz9739Xjx49UnRH9vT111+rTZvwx11aWhrLxA2Um5srr9cb9lw8fvy41q1bl7TnIhmcBCktLVVxcbEGDx6swsJCzZ8/X1VVVZoyZUqqb81W7rrrLr3wwgtauXKlOnbsGMqaeTwetW/fPsV3Zx8dO3aMqGs688wz1aVLF+qdEujee+/V8OHDNWvWLI0fP15vv/225s+fr/nz56f61mzl2muv1aOPPqru3burX79+evfdd/XrX/9aP/rRj1J9a5Z29OhRffLJJ6Hvd+/ercrKSnXu3Fndu3dXSUmJZs2apd69e6t3796aNWuWOnTooJtuuik5N5iUtVoO8eSTTwZ69OgRaNeuXWDQoEEsXTaApCa/fv/736f61myPZeLGWLVqVSA/Pz/gdrsDffv2DcyfPz/Vt2Q7fr8/MHXq1ED37t0D6enpgfPOOy/w85//PFBbW5vqW7O0119/vcnP41tvvTUQCDQsFX/ooYcCXq834Ha7AxdffHHg/fffT9r9uQKBQCA5oRQAAEByUIMDAABshwAHAADYDgEOAACwHQIcAABgOwQ4AADAdghwAACA7RDgAAAA2yHAAQAAtkOAAwAAbIcABwAA2A4BDgAAsB0CHAAAYDv/D3rpEbiQZDeaAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x, siny)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x, siny)\n",
    "plt.scatter(x, cosy, color=\"red\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(0, 1, 10000)\n",
    "y = np.random.normal(0, 1, 10000)\n",
    "\n",
    "plt.scatter(x, y, alpha=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
